{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rs_fns import stack_landsat, normalize\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['landsat_20190125/LC08_L1GT_167109_20190125_20190205_01_T2_B2.TIF', 'landsat_20190125/LC08_L1GT_167109_20190125_20190205_01_T2_B3.TIF', 'landsat_20190125/LC08_L1GT_167109_20190125_20190205_01_T2_B4.TIF']\n"
     ]
    }
   ],
   "source": [
    "image1_bands = glob(\"landsat_20190125/*\")\n",
    "image1_bands.sort()\n",
    "\n",
    "bands = [image1_bands[2], image1_bands[1], image1_bands[0]]\n",
    "\n",
    "X,Y,rgb = stack_landsat(bands)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3a80a885f8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "plt.figure()\n",
    "plt.imshow(rgb, extent = [np.min(X), np.max(X), np.min(Y), np.max(Y)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
